From 63d1681c1f2271794e5a20a57e87519132de62cf Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 13 Apr 2026 10:01:58 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: suayptalha/Maestro-10B Source: Original Platform --- .gitattributes | 49 + Maestro-Logo.png | Bin 0 -> 208381 bytes README.md | 639 ++ config.json | 32 + configuration.json | 1 + generation_config.json | 8 + loss.png | Bin 0 -> 81595 bytes model-00001-of-00005.safetensors | 3 + model-00002-of-00005.safetensors | 3 + model-00003-of-00005.safetensors | 3 + model-00004-of-00005.safetensors | 3 + model-00005-of-00005.safetensors | 3 + model.safetensors.index.json | 370 + pytorch_model-00001-of-00005.bin | 3 + pytorch_model-00002-of-00005.bin | 3 + pytorch_model-00003-of-00005.bin | 3 + 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+

Maestro-10B

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+ Model banner +
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+ Created by + + suayptalha + → + +
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Model Information

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+

Maestro-10B

+
+ suayptalha/Maestro-10B + arcee-ai/Virtuoso-Lite + DeepSeek-V3 + 10b Parameters +
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+

Base Model

+ +
+
+ Maestro-10B is a 10 billion parameter model fine-tuned from Virtuoso-Lite, + a next-generation language model developed by arcee-ai. Virtuoso-Lite itself + is based on the Llama-3 architecture, distilled from Deepseek-v3 using + approximately 1.1 billion tokens/logits. This distillation process allows + Virtuoso-Lite to achieve robust performance with a smaller parameter count, + excelling in reasoning, code generation, and mathematical problem-solving. + Maestro-10B inherits these strengths from its base model, Virtuoso-Lite, and + further enhances them through fine-tuning on the OpenOrca dataset. This combination + of a distilled base model and targeted fine-tuning makes Maestro-10B a powerful and + efficient language model. +
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+

Loss Graph

+ Model banner +
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Support & Community:

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+ + \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..4a33c68 --- /dev/null +++ b/config.json @@ -0,0 +1,32 @@ +{ + "_name_or_path": "arcee-ai/Virtuoso-Lite", + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": null, + "eos_token_id": 11, + "head_dim": 256, + "hidden_act": "silu", + "hidden_size": 3072, + "initializer_range": 0.02, + "intermediate_size": 23040, + "max_position_embeddings": 32768, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 12, + "num_hidden_layers": 40, + "num_key_value_heads": 4, + "pad_token_id": 2023, + "pretraining_tp": 1, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 1000042, + "tie_word_embeddings": false, + "torch_dtype": "float16", + "transformers_version": "4.48.2", + "unsloth_version": "2025.1.8", + "use_cache": false, + "vocab_size": 131072 +} diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..bbeeda1 --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "text-generation", "allow_remote": true} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..56b24c0 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,8 @@ +{ + "_from_model_config": true, + "eos_token_id": 11, + "max_length": 32768, + "pad_token_id": 2023, + "transformers_version": "4.48.2", + "use_cache": false +} diff --git a/loss.png b/loss.png new file mode 100644 index 0000000000000000000000000000000000000000..333bc0f74ddab022c2a2f294cd941d7917345c82 GIT binary patch literal 81595 zcmb5WbzD^6_dPs{B1j5Ir=TFx-QCInQqlqfA|TzRNT;+)cS%b~N~a=%gbW}hCEZfb zxrq7k{eAtOKSYL^xpU7sJJwoz?+H+ZOJiIlz6gWCFl1#UZo^+-$WpKX|_s0Vq z@uq|ymklQ*UjA`a|K{%>ajWL|Xdhe5$s<(wXxD{+6Fb9(Hh?zK>8u!vwq38}7Sl!W zakn{dZ!y8ZFIR4Ce0kf%zfv=`TRmcVaxEp%lMk@|{3Xt^)uLilZN&ikynBzD6rF$E 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"1970": { + "content": ">>UNUSED_1844<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1971": { + "content": ">>UNUSED_1845<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1972": { + "content": ">>UNUSED_1846<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1973": { + "content": ">>UNUSED_1847<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1974": { + "content": ">>UNUSED_1848<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1975": { + "content": ">>UNUSED_1849<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1976": { + "content": ">>UNUSED_1850<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1977": { + "content": ">>UNUSED_1851<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1978": { + "content": ">>UNUSED_1852<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1979": { + "content": ">>UNUSED_1853<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1980": { + "content": ">>UNUSED_1854<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1981": { + "content": ">>UNUSED_1855<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1982": { + "content": ">>UNUSED_1856<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1983": { + "content": ">>UNUSED_1857<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1984": { + "content": ">>UNUSED_1858<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1985": { + "content": ">>UNUSED_1859<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1986": { + "content": ">>UNUSED_1860<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1987": { + "content": ">>UNUSED_1861<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1988": { + "content": ">>UNUSED_1862<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1989": { + "content": ">>UNUSED_1863<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1990": { + "content": ">>UNUSED_1864<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1991": { + "content": ">>UNUSED_1865<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1992": { + "content": ">>UNUSED_1866<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1993": { + "content": ">>UNUSED_1867<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1994": { + "content": ">>UNUSED_1868<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1995": { + "content": ">>UNUSED_1869<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1996": { + "content": ">>UNUSED_1870<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1997": { + "content": ">>UNUSED_1871<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1998": { + "content": ">>UNUSED_1872<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1999": { + "content": ">>UNUSED_1873<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2000": { + "content": ">>UNUSED_1874<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2001": { + "content": ">>UNUSED_1875<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2002": { + "content": ">>UNUSED_1876<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2003": { + "content": ">>UNUSED_1877<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2004": { + "content": ">>UNUSED_1878<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2005": { + "content": ">>UNUSED_1879<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2006": { + "content": ">>UNUSED_1880<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2007": { + "content": ">>UNUSED_1881<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2008": { + "content": ">>UNUSED_1882<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2009": { + "content": ">>UNUSED_1883<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2010": { + "content": ">>UNUSED_1884<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2011": { + "content": ">>UNUSED_1885<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2012": { + "content": ">>UNUSED_1886<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2013": { + "content": ">>UNUSED_1887<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2014": { + "content": ">>UNUSED_1888<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2015": { + "content": ">>UNUSED_1889<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2016": { + "content": ">>UNUSED_1890<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2017": { + "content": ">>UNUSED_1891<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2018": { + "content": ">>UNUSED_1892<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2019": { + "content": ">>UNUSED_1893<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2020": { + "content": ">>UNUSED_1894<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2021": { + "content": ">>UNUSED_1895<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2022": { + "content": ">>UNUSED_1896<<", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2023": { + "content": "<|pad|>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + } + }, + "additional_special_tokens": [ + ">>TITLE<<", + ">>ABSTRACT<<", + ">>INTRODUCTION<<", + ">>SUMMARY<<", + ">>COMMENT<<", + ">>ANSWER<<", + ">>QUESTION<<", + ">>DOMAIN<<", + ">>EMAIL_ADDRESS<<", + ">>IP_ADDRESS<<", + "<|startoftext|>", + ">>IP_ADDRESS_0<<", + ">>IP_ADDRESS_1<<", + ">>IP_ADDRESS_2<<", + ">>IP_ADDRESS_3<<", + ">>IP_ADDRESS_4<<", + ">>IP_ADDRESS_5<<", + ">>IP_ADDRESS_6<<", + ">>IP_ADDRESS_7<<", + ">>IP_ADDRESS_8<<", + ">>IP_ADDRESS_9<<", + ">>PASSWORD<<", + ">>KEY<<" + ], + "chat_template": "{% if tools %}{% for message in messages %}{% if message['role'] == 'system' %}{{ '<|system|>\n' + message['content'] + '\nYou are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the functions can be used, point it out and refuse to answer. \nIf the given question lacks the parameters required by the function, also point it out.\n\n You have access to the following tools:\n' + tools|tojson + '\n\nThe output MUST strictly adhere to the following format, and NO other text MUST be included.\nThe example format is as follows. Please make sure the parameter type is correct. If no function call is needed, please make the tool calls an empty list [].\n[\n{\"name\": \"function_name1\", \"arguments\": {\"argument1\": \"value1\", \"argument2\": \"value2\"}},\n... (more tool calls as required)\n]' }}{% elif message['role'] == 'user' %}{{ '<|user|>\n' + message['content'] + '\n' }}{% elif message['role'] == 'assistant' %}{% if not loop.last %}{{ '<|assistant|>\n' + message['content'] + eos_token + '\n' }}{% else %}{{ '<|assistant|>\n' + message['content'] + eos_token }}{% endif %}{% endif %}{% if loop.last and add_generation_prompt %}{{ '<|assistant|>\n' }}{% endif %}{% endfor %}{% else %}{% for message in messages %}{% if message['role'] == 'system' %}{{ '<|system|>\n' + message['content'] + '\n' }}{% elif message['role'] == 'user' %}{{ '<|user|>\n' + message['content'] + '\n' }}{% elif message['role'] == 'assistant' %}{% if not loop.last %}{{ '<|assistant|>\n' + message['content'] + eos_token + '\n' }}{% else %}{{ '<|assistant|>\n' + message['content'] + eos_token }}{% endif %}{% endif %}{% if loop.last and add_generation_prompt %}{{ '<|assistant|>\n' }}{% endif %}{% endfor %}{% endif %}", + "clean_up_tokenization_spaces": true, + "eos_token": "<|endoftext|>", + "extra_special_tokens": {}, + "model_input_names": [ + "input_ids", + "attention_mask" + ], + "model_max_length": 32768, + "pad_token": "<|pad|>", + "padding_side": "left", + "tokenizer_class": "PreTrainedTokenizerFast" +}